Modeling of phenol degradation in spouted bed contactor using artificial neural network (ANN)

Chemical Product and Process Modeling

Volumn 3, Issue 2, 2008, Pages

  Dabhade, Madhukar A ^a   Saidutta, M B ^a   Murthy, D V R ^a  

^a NATIONAL INSTITUTE OF TECHNOLOGY KARNATAKA   (India)

Author keywords

Artificial neural network; Multiple regression; Phenol biodegradation; Spouted bed contactor

Indexed keywords

BACKPROPAGATION; BIODEGRADATION; CHEMICALS REMOVAL (WATER TREATMENT); ERRORS; FORECASTING; MEAN SQUARE ERROR; MICROORGANISMS; NEURAL NETWORKS; NEURONS; PHENOLS; REGRESSION ANALYSIS; WASTEWATER TREATMENT;

CORRELATION COEFFICIENT; EFFLUENT CONCENTRATIONS; INFLUENT CONCENTRATIONS; MULTIPLE REGRESSION MODEL; MULTIPLE REGRESSIONS; PHENOL BIODEGRADATION; ROOT MEAN SQUARE ERRORS; SPOUTED BED CONTACTOR;

DEEP NEURAL NETWORKS;

EID: 46749113491     PISSN: 19342659     EISSN: None     Source Type: Journal    
DOI: 10.2202/1934-2659.1138     Document Type: Conference Paper

References (24)

1. Annadurai, G., Balan, S. M., and Murugesan, T., Design of experiments in the biodegradation of phenol using immobilized Pseudomonas pictorium (NICM-2077) on activated carbon, Bioprocess Engineering, 2000, 22, 101-107.
2. APHA, Standard Methods for the Examination of Water and Wastewater, 14 ed., American Public Health Association/American Water Works Association, (1975)/Water Environment Federation, Washington DC, USA.
3. Autenrieth, R. L., Bonner, J. S., Akgerman, A., Okaygun, M., and. Mccreary, E. M.C., Biodegradation of phenolic waste, Journal of Hazardous Materials, 1991, 28, 29-33.
4. Balan, S. M., Annadurai, G., Sheeja, R. Y., Shrinivasmoorthy, V. R., and Murugesan, T., Modeling of phenol degradation system using artificial neural networks, Bioprocess Engineering, 1999, 21, 129-134.
5. Daneshvar, N., Khataee, A. R., and Djafarzadah, N., The use of artificial neural networks (ANN) for modeling of decolourization of textile dye solution containing C.I. Basic yellow 28 by electro coagulation process, Journal of Hazardous Materials, 2006, B137, 1788-1795.
6. Ehrhardt, H. M., and Rehm, H. J., Phenol degradation by microorganisms adsorbed on activated carbon, Applied Microbiology and. Biotechnology, 1985, 21:32-36.
7. Gonzalaz, G., Herrera, G., Garcia, M. T., and Pena, M., Biodegradation of phenol in a continuous process: comparative study of stirred tank and fluidized bed bioreactors, Bioresource Technology, 2001, 76, 245-251.
8. Gupta, S. K., Gupta, S. K., and Hung, Y. T., In: Wang, L. K., Hung, Y. T., Howard, H. L., and Yapijakis, C., (eds.), Treatment of pharmaceutical waste, Waste Treatment in the Process Industries, 2006, CRC Taylor and Francis pp167-233.
9. Israni, S. H., Koli, S. S., Patwardhan, A. W., Melo, J. S., and D'souza S. F., Phenol degradation in rotating biological contactors, Journal of Chemical Technology and Biotechnology, 2002, 77: 1050-1057.
10. James, E., and Muth, D., Basic Statistics and Pharmaceutical Statistical Applications, 1999, Marcel Dekker Inc, New York.
11. Kai-Chee, L., Chung, T. S., and Ang, W. F., Immobilized cell membrane bioreactor for high strength phenol waste water, Journal Environmental Engineering, 2000, 175-179.
12. rd ed.
13. Livingston, A. G., and Chase, H. A., Modeling phenol degradation in a fluidized bed bioreactor, American Institute of Chemical Engineers Journal, 1989, 35, 12, 1980-1991.
14. Mathur, K. B., and Epstein, N., Spouted Bed, Academic Press, Inc., N.Y. 1974.
15. Mondai, P., and Balmomajumder, C., Treatment of resorcinol and phenol bearing waste water by simultaneous adsorption biodegradation (SAB): Optimization of process parameters, International Journal of Chemical Reactor Engineering, 2007, 5, S1, 1-13.
16. th edition, John Wiley and Sons INC., 2004.
17. Osmary, N., Mariana, N., Roxana, M., and Roberto, G. T., Simulation of a spouted bed reactor for solid catalyst alkylation, Fuel, 2007, 86, 1313-1324.
18. Sheeja, R. Y., and Murugesan, T., Mass transfer studies on biodegradation of phenol in up-flow packed bed reactor, Journal of Hazardous Materials, 2002, 89, 287-301.
19. Shetty, K. V., Kalifathulla, I., and Srinikethan, G., Performance of pulsed plate bioreactor for biodegradation of phenol, Journal of Hazardous Materials, 2007, 2, 140, 346-352.
20. Silva, E. M., and Yang, S. T., Production of amylases from rice by solid-state fermentation in a gas-solid spouted bed bioreactor, Biotechnology Progress, 1998, July 14 (4), 580-587.
21. Silva, Wilton P., Silva, Cleide, M.D. P.S., LAB Fit curves fitting software (Nonlinear regression and treatment of data program), V.7.2.34, (1999-2008), 2007, www.labfit.net.
22. Vidyavathi, N., Bioremediation of Industrial and Domestic Effluents by Microorganisms, Ph. D. Thesis, 1998, Mangalore University, India.
23. Wang, J., Wang, T., Liu, L., and Chen, H., Hydrodynamic behavior of a three phase spouted bed with very large particles, The Canadian Journal of Chemical Engineering, June-August 2003, 81, 861-866.
24. Yenanarayana, B., Artificial Neural Network, 2005, Prentice Hall Pvt. Ltd. India.